Real-time embedded brain–machine interface on nRF5340 DK: displays on ILI9488 TFT, runs MNIST & Sleep-EDF EEG ML models via Edge Impulse. Quantized models enable real-time inference; external QSPI flash explored to reduce RAM for large models.